{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "dd0f52c6-df72-4127-89ad-7a0422254d46",
   "metadata": {},
   "source": [
    "Chapter 12\n",
    "# 发现三元组\n",
    "Book_6《数据有道》 | 鸢尾花书：从加减乘除到机器学习"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "fe97f52f-8b20-4a3c-a8cf-a33e14959e4f",
   "metadata": {},
   "outputs": [],
   "source": [
    "import networkx as nx\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "7c08d1b3-b2e5-44c2-bf21-261a716221d3",
   "metadata": {},
   "outputs": [],
   "source": [
    "G = nx.DiGraph([(1, 2), (2, 3), \n",
    "                (3, 1), (4, 3), \n",
    "                (4, 1), (1, 4)])\n",
    "\n",
    "pos = nx.spring_layout(G,seed = 68)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "ea1aa987-c12e-40a2-beb8-1863542ab52e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8, 8))\n",
    "nx.draw_networkx(G, \n",
    "                 pos = pos,\n",
    "                 with_labels = True)\n",
    "plt.savefig('有向图.svg')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "af50468d-18a6-45c5-bc7e-6dff149e03f0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "False"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 判断G是否为三元组triad\n",
    "nx.is_triad(G)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "870bada3-7457-4984-9ff4-068b47308a89",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x800 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 寻找G中三元组\n",
    "\n",
    "fig, axes = plt.subplots(2, 2, \n",
    "                         figsize = (8,8))\n",
    "\n",
    "axes = axes.flatten()\n",
    "\n",
    "for triad_i, ax_i in zip(nx.all_triads(G),axes):\n",
    "    \n",
    "    nx.draw_networkx(G, \n",
    "                     pos = pos,\n",
    "                     ax = ax_i,\n",
    "                     width=0.25,\n",
    "                     with_labels = False)\n",
    "    \n",
    "    # 绘制三元组子图\n",
    "    nx.draw_networkx_nodes(G, nodelist = triad_i.nodes,\n",
    "                           node_color = 'r',\n",
    "                           ax = ax_i,\n",
    "                           pos = pos)\n",
    "    \n",
    "    nx.draw_networkx_edges(G, edgelist = triad_i.edges,\n",
    "                           edge_color = 'r',\n",
    "                           width=1,\n",
    "                           ax = ax_i,\n",
    "                           pos = pos)\n",
    "    ax_i.set_title(nx.triad_type(triad_i))\n",
    "plt.savefig('有向图中4个三元组子图.svg')    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "dffb4026-485b-462b-9b94-71e2ff93e8f7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'030C'"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "c4ff9efd-23ee-4d87-a241-dc5e3d50918f",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "68430e15-a672-4649-a78f-b0ad4480d8c3",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "322862bf-d544-4ae5-916b-422919b9f907",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "4704c35f-d41c-40db-8386-b26b6a87592e",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "ac447e37-7e41-4018-90d9-01d41ddfc985",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
